4.8 Article

Shipping regulations lead to large reduction in cloud perturbations

出版社

NATL ACAD SCIENCES
DOI: 10.1073/pnas.2206885119

关键词

aerosol; climate; shipping; machine learning

资金

  1. Natural Environment Research Council [NE/S005390/1]
  2. European Union [860100]
  3. FORCeS project under the European Union's Horizon 2020 research programme [821205]
  4. NVIDIA Corporation
  5. Royal Society University Research Fellowship [URF/R1/191602]
  6. NERC Earth Observation Data Analysis and AI Service (NEODAAS)
  7. Marie Curie Actions (MSCA) [860100] Funding Source: Marie Curie Actions (MSCA)

向作者/读者索取更多资源

Global shipping emissions contribute significantly to global SO2 emissions, and the cooling effect of sulfate aerosols is a major uncertainty in determining the impact of human activities on Earth's radiative balance. Using a machine-learning algorithm, we detected over 1 million ship tracks globally and found a marked decline in ship tracks, with a non-linear relationship between SOx emissions reduction and the number of tracks detected.
Global shipping accounts for 13% of global emissions of SO2, which, once oxidized to sulfate aerosol, acts to cool the planet both directly by scattering sunlight and indirectly by increasing the albedo of clouds. This cooling due to sulfate aerosol offsets some of the warming effect of greenhouse gasses and is the largest uncertainty in determining the change in the Earth's radiative balance by human activity. Ship tracks-the visible manifestation of the indirect of effect of ship emissions on clouds as quasi-linear features-have long provided an opportunity to quantify these effects. However, they have been arduous to catalog and typically studied only in particular regions for short periods of time. Using a machine-learning algorithm to automate their detection we catalog more than 1 million ship tracks to provide a global climatology. We use this to investigate the effect of stringent fuel regulations introduced by the International Maritime Organization in 2020 on their global prevalence since then, while accounting for the disruption in global commerce caused by COVID-19. We find a marked, but clearly nonlinear, decline in ship tracks globally: An 80% reduction in SOx emissions causes only a 25% reduction in the number of tracks detected.

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